{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 假设有两个列表，分别包含历年真题和题库中的题目\n",
    "past_questions = [\"真题1\", \"真题2\", ...] question_bank = [\"题库题目1\", \"题库题目2\", ...]\n",
    "进行相似度计算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "from transformers import BertModel, BertTokenizer\n",
    "import torch\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pip install openpyxl 如果没有"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#准备下载模型\n",
    "pip install huggingface_hub\n",
    "from huggingface_hub import snapshot_download\n",
    "import os\n",
    "#根据vpn系统代理 设置代理模式\n",
    "os.environ['http_proxy'] = 'http://127.0.0.1:7890'\n",
    "os.environ['https_proxy'] = 'http://127.0.0.1:7890'\n",
    "# 指定模型保存路径\n",
    "model_dir = 'D:/model'\n",
    "\n",
    "# 创建保存模型的目录（如果不存在）\n",
    "if not os.path.exists(model_dir):\n",
    "    os.makedirs(model_dir)\n",
    "\n",
    "# 下载模型并保存到指定目录\n",
    "snapshot_download(repo_id=\"bert-base-chinese\", cache_dir=model_dir)\n",
    "\n",
    "print(f\"模型已下载并保存到 {model_dir}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#读取并处理只有题干 没有解答的真题\n",
    "file_path = './zt.txt'\n",
    "\n",
    "# 读取文件内容并将每一行存储到列表中\n",
    "try:\n",
    "    with open(file_path, 'r', encoding='utf-8') as file:\n",
    "        past_questions = file.readlines()\n",
    "        \n",
    "    # 去除每行末尾的换行符\n",
    "    past_questions = [line.strip() for line in past_questions]\n",
    "    \n",
    "    # 打印列表\n",
    "    print(past_questions)\n",
    "except Exception as e:\n",
    "    print(f\"读取文件时出错: {e}\")\n",
    "    \n",
    "#读取并处理有题干 有解答的题库\n",
    "file_path = './tk.txt'\n",
    "\n",
    "# 读取文件内容并将每一行存储到列表中\n",
    "try:\n",
    "    with open(file_path, 'r', encoding='utf-8') as file:\n",
    "        question_bank = file.readlines()\n",
    "        \n",
    "    # 去除每行末尾的换行符\n",
    "    question_bank = [line.strip() for line in question_bank]\n",
    "    \n",
    "    # 打印列表\n",
    "    print(question_bank)\n",
    "except Exception as e:\n",
    "    print(f\"读取文件时出错: {e}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置本地模型目录\n",
    "model_dir = 'D:/model/models--bert-base-chinese/snapshots/1'\n",
    "\n",
    "# 加载本地 BERT 模型和分词器\n",
    "tokenizer = BertTokenizer.from_pretrained(model_dir)\n",
    "model = BertModel.from_pretrained(model_dir)\n",
    "\n",
    "# 你的问题列表\n",
    "\n",
    "\n",
    "# 函数：计算句子嵌入\n",
    "def embed_sentence(sentence):\n",
    "    inputs = tokenizer(sentence, return_tensors='pt')\n",
    "    with torch.no_grad():\n",
    "        outputs = model(**inputs)\n",
    "    # 取最后一层的 [CLS] token 的嵌入表示\n",
    "    return outputs.last_hidden_state[:, 0, :].squeeze().numpy()\n",
    "\n",
    "# 计算所有问题的嵌入\n",
    "past_embeddings = [embed_sentence(question) for question in past_questions]\n",
    "bank_embeddings = [embed_sentence(question) for question in question_bank]\n",
    "\n",
    "# 计算每个真题与题库题目的相似度，并找到最相似的题目\n",
    "matches = {}\n",
    "for i, past_emb in enumerate(past_embeddings):\n",
    "    similarities = cosine_similarity([past_emb], bank_embeddings)\n",
    "    best_match_index = similarities.argmax()\n",
    "    matches[past_questions[i]] = question_bank[best_match_index]\n",
    "\n",
    "# 打印匹配结果\n",
    "for past_question, best_match in matches.items():\n",
    "    print(f\"真题: {past_question} => 最相似的题库题目: {best_match}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 或按照相似度从大到小排序 先输出表现好的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import torch\n",
    "from transformers import BertTokenizer, BertModel\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "\n",
    "# 设置模型和分词器文件的路径\n",
    "model_dir = 'D:/model/models--bert-base-chinese/snapshots/1'  # 确保路径正确\n",
    "\n",
    "# 加载本地 BERT 模型和分词器\n",
    "tokenizer = BertTokenizer.from_pretrained(model_dir)\n",
    "model = BertModel.from_pretrained(model_dir)\n",
    "\n",
    "# 您的问题列表\n",
    "\n",
    "\n",
    "# 函数：计算句子嵌入\n",
    "def embed_sentence(sentence):\n",
    "    inputs = tokenizer(sentence, return_tensors='pt')\n",
    "    with torch.no_grad():\n",
    "        outputs = model(**inputs)\n",
    "    # 取最后一层的 [CLS] token 的嵌入表示\n",
    "    return outputs.last_hidden_state[:, 0, :].squeeze().numpy()\n",
    "\n",
    "# 计算所有问题的嵌入\n",
    "past_embeddings = [embed_sentence(question) for question in past_questions]\n",
    "bank_embeddings = [embed_sentence(question) for question in question_bank]\n",
    "\n",
    "# 计算每个真题与题库题目的相似度\n",
    "similarities_dict = {}\n",
    "for i, past_emb in enumerate(past_embeddings):\n",
    "    similarities = cosine_similarity([past_emb], bank_embeddings).flatten()\n",
    "    best_match_index = similarities.argmax()\n",
    "    similarities_dict[past_questions[i]] = (question_bank[best_match_index], similarities[best_match_index])\n",
    "\n",
    "# 按相似度从大到小排序\n",
    "sorted_similarities = sorted(similarities_dict.items(), key=lambda item: item[1][1], reverse=True)\n",
    "\n",
    "# 打印排序后的匹配结果\n",
    "for past_question, (best_match, similarity) in sorted_similarities:\n",
    "    print(f\"真题: {past_question} => 最相似的题库题目: {best_match}, 相似度: {similarity:.4f}\")"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (base)",
   "language": "python",
   "name": "base"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
